{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-11-05T09:47:28.763817Z",
     "start_time": "2025-11-05T09:47:26.950545Z"
    }
   },
   "source": "import matplotlib.pyplot as plt",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制折线图",
   "id": "4fcf9109006b16b6"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-04T14:06:34.368947Z",
     "start_time": "2025-11-04T14:06:34.230893Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 传入x和y，通过plot绘制一个最简单的折线图\n",
    "plt.plot([1, 3, 6], [2, 1, 5])  # plot函数的第一个参数是x，第二个参数是y\n",
    "plt.show()  # 用show()函数显示图形"
   ],
   "id": "836fcf142a1991cc",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-04T14:08:16.303151Z",
     "start_time": "2025-11-04T14:08:16.235458Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 8)\n",
    "y = [3, 7, 14, 2, 8, 1, 16]\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ],
   "id": "116293f1ef1ced02",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-04T14:08:27.552609Z",
     "start_time": "2025-11-04T14:08:27.488867Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 可通过设置plot的参数，设置线条颜色、透明度、线型、线宽等\n",
    "x = range(1, 8)\n",
    "y = [3, 7, 14, 2, 8, 1, 16]\n",
    "plt.plot(x, y, color='red', alpha=0.5, linestyle='--', linewidth=3)\n",
    "plt.show()"
   ],
   "id": "5ab5296365aa377f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-04T14:09:04.360334Z",
     "start_time": "2025-11-04T14:09:04.296945Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 设置数据点的样式\n",
    "x = range(1, 8)\n",
    "y = [3, 7, 14, 2, 8, 1, 16]\n",
    "plt.plot(x, y, marker='o')\n",
    "plt.show()"
   ],
   "id": "473610c2204bdc9d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 保存图像",
   "id": "6966b297cfc09123"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-05T09:47:34.278261Z",
     "start_time": "2025-11-05T09:47:34.274785Z"
    }
   },
   "cell_type": "code",
   "source": "import random",
   "id": "733d9be039c84c82",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-04T14:15:50.656569Z",
     "start_time": "2025-11-04T14:15:50.495597Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(2, 30, 2)\n",
    "y = [random.randint(10, 25) for _ in x]\n",
    "\n",
    "# 用figure设置画布，figsize中对应的单位是英寸，dpi是每英寸有多少像素点\n",
    "plt.figure(figsize=(20, 10), dpi=100)  # 这是一张2000*1000像素的画布\n",
    "\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 保存图像，默认保存路径为当前工作目录\n",
    "plt.savefig('p1.png')\n",
    "# 保存矢量图，只需要将文件名后缀改成svg即可\n",
    "# plt.savefig('p1.svg')"
   ],
   "id": "56c4774c56d375f1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 设置刻度 plt.xticks()和plt.yticks()",
   "id": "8e7b30da68b46c5d"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-04T14:44:57.001618Z",
     "start_time": "2025-11-04T14:44:56.885240Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(0, 25, 2)\n",
    "y = [random.randint(10, 25) for _ in x]\n",
    "plt.figure(figsize=(20, 10), dpi=100)\n",
    "\n",
    "# 用数据本身来设置刻度，这样设置x轴和y轴的刻度，只能显示数据点值的刻度\n",
    "# plt.xticks(x)\n",
    "# plt.yticks(y)\n",
    "\n",
    "# 这样可以设置连续的刻度\n",
    "# plt.xticks(range(0, 25))\n",
    "# plt.yticks(range(min(y),max(y)+1))\n",
    "\n",
    "# 下面设置刻度，同时设置刻度的标签，刻度的标签可以显示想要的格式，比如时间，温度等\n",
    "# 先定义刻度变量，标签变量\n",
    "x_ticks = range(0, 25, 2)  # x轴刻度范围\n",
    "y_ticks = range(min(y), max(y) + 1)  # y轴刻度范围\n",
    "x_ticks_lable = [f'{i}:00' for i in x_ticks]  # x轴刻度标签\n",
    "y_ticks_lable = [f'{i}℃' for i in y_ticks]  # y轴刻度标签\n",
    "# 设置刻度和标签\n",
    "plt.xticks(x_ticks, x_ticks_lable)  # 设置x轴刻度和标签\n",
    "plt.yticks(y_ticks, y_ticks_lable)  # 设置y轴刻度和标签\n",
    "\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ],
   "id": "55c9f9a30265414e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 25
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 设置中文字体以显示汉字",
   "id": "dfbc3ac489ea0164"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-05T09:47:39.740753Z",
     "start_time": "2025-11-05T09:47:39.736596Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 导入字体管理模块font_manager\n",
    "from matplotlib import font_manager"
   ],
   "id": "802b83ee8d9902fc",
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-05T09:47:41.431611Z",
     "start_time": "2025-11-05T09:47:41.424660Z"
    }
   },
   "cell_type": "code",
   "source": [
    " # 自定义字体，FontProperties()是用于创建一个字体属性对象\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=22)"
   ],
   "id": "a3354553a907e260",
   "outputs": [],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-04T14:31:10.970536Z",
     "start_time": "2025-11-04T14:31:10.862881Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(0, 25, 2)\n",
    "y = [random.randint(10, 25) for _ in x]\n",
    "\n",
    "plt.figure(figsize=(20, 10), dpi=100)\n",
    "plt.plot(x, y)\n",
    "# 设置x轴和y轴的标签，rotation参数是旋转角度，fontproperties参数是字体属性对象\n",
    "plt.xlabel('时间', rotation=30, fontproperties=my_font)\n",
    "plt.ylabel('顾客数量', fontproperties=my_font)\n",
    "# 设置标题\n",
    "plt.title('昨日每两小时顾客数量', fontproperties=my_font)\n",
    "\n",
    "plt.show()"
   ],
   "id": "73dd59c3b095b7cd",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 19
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "81b4e000cda2900d"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 一图多线",
   "id": "dcdbb8efb9c2b1bf"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-04T14:55:31.564622Z",
     "start_time": "2025-11-04T14:55:31.416435Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 两条线的y值(假设是交朋友的数量)\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "# x值\n",
    "x = range(11, 11 + len(y1))\n",
    "\n",
    "plt.figure(figsize=(20, 10), dpi=100)\n",
    "# 绘制两条线\n",
    "plt.plot(x, y1, color='red', label='自己')\n",
    "plt.plot(x, y2, color='blue', label='同事')\n",
    "\n",
    "x_ticks = x\n",
    "x_ticks_lable = [f'{i}岁' for i in x_ticks]\n",
    "plt.xticks(x_ticks, x_ticks_lable, fontproperties=my_font)\n",
    "\n",
    "plt.legend(prop=my_font, loc='upper left')  # 显示图例,prop参数是字体属性对象,loc参数是图例位置\n",
    "plt.grid(alpha=0.5)  # 用grid()函数显示网格,alpha参数是透明度\n",
    "\n",
    "plt.show()"
   ],
   "id": "4e6ce55abebe5fa2",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 33
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 多个子图",
   "id": "d19b9723a131a3c0"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-05T09:47:46.251409Z",
     "start_time": "2025-11-05T09:47:46.246499Z"
    }
   },
   "cell_type": "code",
   "source": "import numpy as np",
   "id": "1a2b98ef1d685c68",
   "outputs": [],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-05T09:48:41.702369Z",
     "start_time": "2025-11-05T09:48:41.538096Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 方式一  直接用plt.subplot()创建子图，创建时同时返回画布\n",
    "\n",
    "x = np.arange(1, 100)\n",
    "\n",
    "# 划分子图\n",
    "fig, axes = plt.subplots(2, 2)  # plt.subplots(行数，列数) 返回一个figure对象画布和axes对象组成的数组,axes对象调用plot()就可以绘制折线\n",
    "ax1 = axes[0, 0]\n",
    "ax2 = axes[0, 1]\n",
    "ax3 = axes[1, 0]\n",
    "ax4 = axes[1, 1]\n",
    "\n",
    "# 绘制四个常见的数学函数\n",
    "ax1.plot(x, x)\n",
    "ax2.plot(x, -x)\n",
    "ax3.plot(x, x ** 2)\n",
    "ax4.plot(x, np.log(x))\n",
    "\n",
    "plt.show()"
   ],
   "id": "e6bf208ee247fe85",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-05T09:51:49.328807Z",
     "start_time": "2025-11-05T09:51:49.168558Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 另一种方式  先创建画布，再创建子图，用画布对象调用add_subplot()方法创建子图对象\n",
    "\n",
    "fig = plt.figure(figsize=(20, 10), dpi=100)\n",
    "# 新建子图1\n",
    "ax1 = fig.add_subplot(2, 2, 1)  # 2行2列，第1个子图\n",
    "ax2 = fig.add_subplot(2, 2, 2)  # 第2个子图\n",
    "ax3 = fig.add_subplot(2, 2, 3)  # 第3个子图\n",
    "\n",
    "ax1.plot(x, x)\n",
    "ax2.plot(x, -x)\n",
    "ax3.plot(x, x ** 2)\n",
    "\n",
    "plt.show()"
   ],
   "id": "7b78c9abb7a92d17",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 3 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制散点图",
   "id": "168ca650735e9809"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-05T14:20:09.480477Z",
     "start_time": "2025-11-05T14:20:09.314993Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 准备数据，y值是随机生成的31天的气温值，范围是10到25，x是该月的每一天\n",
    "y = [random.randint(10, 25) for _ in range(31)]\n",
    "x = range(1, 32)\n",
    "\n",
    "plt.figure(figsize=(20, 10), dpi=100)\n",
    "\n",
    "# 绘制散点图\n",
    "plt.scatter(x, y, label='三月份气温')\n",
    "\n",
    "x_ticks_label = [f'3月{i}日' for i in x]\n",
    "plt.xticks(x[::3], x_ticks_label[::3], fontproperties=my_font, rotation=30)\n",
    "\n",
    "plt.xlabel('日期', fontproperties=my_font)\n",
    "plt.ylabel('温度', fontproperties=my_font)\n",
    "\n",
    "plt.grid(alpha=0.5)\n",
    "plt.legend(prop=my_font, loc='lower right')\n",
    "\n",
    "plt.show()\n"
   ],
   "id": "1c212e664804a0db",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 41
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制条形图",
   "id": "1e0adc83e2cef8ba"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-05T14:20:12.773929Z",
     "start_time": "2025-11-05T14:20:12.690716Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 准备数据，几部电影和票房\n",
    "a = ['流浪地球', '疯狂的外星人', '飞驰人生', '大黄蜂', '熊出没·原始时代', '新喜剧之王']\n",
    "b = [38.13, 19.85, 14.89, 11.36, 6.47, 5.93]\n",
    "\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "\n",
    "# 绘制条形图\n",
    "# bar的第一个参数是条形的位置坐标，可以是数值列表、数组或范围\n",
    "# bar的第二个参数是包含条形的高度的容器，元素数量要和第一个参数给出的位置数量一致\n",
    "rects = plt.bar(range(len(b)), b, width=0.3)  # rects是调用bar()返回的条形图对象组成的列表\n",
    "plt.xticks(range(len(a)), a, fontproperties=my_font, rotation=45)  # 回顾：xticks()的第一个参数是x轴设置的刻度，第二个参数是对应刻度显示的标签\n",
    "\n",
    "# 在条柱上方加标注\n",
    "for rect in rects:  # rects是调用bar()返回的条形图对象组成的列表，这里就是拿每一根柱子\n",
    "    height = rect.get_height()  # “柱子”有获取高度的方法get_height()\n",
    "    # 设置标注，第一个参数是标注的水平位置，第二个参数是标注的垂直位置，第三个参数是标注的内容，ha参数是水平对齐方式\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height + 0.3, str(height), ha='center')\n",
    "\n",
    "plt.show()"
   ],
   "id": "f445375124c5345b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 42
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制直方图",
   "id": "559ed22781e00174"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-05T14:33:45.869186Z",
     "start_time": "2025-11-05T14:33:45.760983Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 准备数据，time为250部电影的时长\n",
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "        119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115, 99,\n",
    "        136, 126, 134, 95, 138, 117, 111, 78, 132, 124, 113, 150, 110, 117, 86, 95, 144,\n",
    "        105, 126, 130, 126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136, 123,\n",
    "        117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127, 105, 120, 107, 129, 116,\n",
    "        108, 132, 103, 136, 118, 102, 120, 114, 105, 115, 132, 145, 119, 121, 112, 139, 125,\n",
    "        138, 109, 132, 134, 156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110, 102, 123,\n",
    "        107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133, 112, 114, 122, 109,\n",
    "        106, 123, 116, 131, 127, 115, 118, 112, 135, 115, 146, 137, 116, 103, 144, 83, 123,\n",
    "        111, 110, 111, 100, 154, 136, 100, 118, 119, 133, 134, 106, 129, 126, 110, 111, 109,\n",
    "        141, 120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126, 114, 140, 103,\n",
    "        130, 141, 117, 106, 114, 121, 114, 133, 137, 92, 121, 112, 146, 97, 137, 105, 98,\n",
    "        117, 112, 81, 97, 139, 113, 134, 106, 144, 110, 137, 137, 111, 104, 117, 100, 111,\n",
    "        101, 110, 105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146, 133, 101, 131, 116,\n",
    "        111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111, 111, 133, 150]\n",
    "\n",
    "print(max(time), min(time))  # 看下最值之间的差距，以便设置直方图组距\n",
    "\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "num_bins = int((max(time) - min(time)) / distance)      # 即每2分钟时长的电影归在一组，共分出num_bins组\n",
    "\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "\n",
    "# 绘制直方图\n",
    "plt.hist(time,num_bins,rwidth=1)\n",
    "plt.grid(alpha=0.5)\n",
    "\n",
    "#添加 x, y 轴描述信息\n",
    "plt.xlabel(\"电影时长大小\", fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\", fontproperties=my_font)\n",
    "\n",
    "plt.show()\n",
    "\n"
   ],
   "id": "aaca30c6cfef4e4f",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 49
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制饼图",
   "id": "6c10af368c398a23"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-05T14:35:13.364050Z",
     "start_time": "2025-11-05T14:35:13.360491Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib\n",
    "matplotlib.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签（另一种设置中文字体的方法）"
   ],
   "id": "3e044b4c719c11db",
   "outputs": [],
   "execution_count": 51
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-05T14:36:06.752276Z",
     "start_time": "2025-11-05T14:36:06.693310Z"
    }
   },
   "cell_type": "code",
   "source": [
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分标签\n",
    "size = [55, 35, 10]  # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"]  # 各部分颜色\n",
    "explode = [0, 0.05, 0]  # 各部分突出值\n",
    "\n",
    "plt.pie(size, explode=explode, colors=color, labels=label_list,\n",
    "                                  labeldistance=1.1, autopct=\"%1.1f%%\", shadow=True, startangle=90, pctdistance=0.6)\n",
    "plt.axis(\"equal\")  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "780d14019131e20f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 53
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
